Dataset statistics
| Number of variables | 24 |
|---|---|
| Number of observations | 8240 |
| Missing cells | 12563 |
| Missing cells (%) | 6.4% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 6.1 MiB |
| Average record size in memory | 780.5 B |
Variable types
| Numeric | 13 |
|---|---|
| Categorical | 10 |
| Boolean | 1 |
cons.conf.idx is highly overall correlated with month | High correlation |
cons.price.idx is highly overall correlated with contact and 2 other fields | High correlation |
contact is highly overall correlated with cons.price.idx and 1 other fields | High correlation |
emp.var.rate is highly overall correlated with cons.price.idx and 3 other fields | High correlation |
euribor3m is highly overall correlated with emp.var.rate and 2 other fields | High correlation |
housing is highly overall correlated with loan | High correlation |
id is highly overall correlated with responded | High correlation |
loan is highly overall correlated with housing and 1 other fields | High correlation |
month is highly overall correlated with cons.conf.idx and 4 other fields | High correlation |
nr.employed is highly overall correlated with emp.var.rate and 1 other fields | High correlation |
pastEmail is highly overall correlated with previous | High correlation |
pdays is highly overall correlated with pmonths and 2 other fields | High correlation |
pmonths is highly overall correlated with pdays and 2 other fields | High correlation |
poutcome is highly overall correlated with pdays and 2 other fields | High correlation |
previous is highly overall correlated with pastEmail and 3 other fields | High correlation |
profit is highly overall correlated with loan and 2 other fields | High correlation |
responded is highly overall correlated with id and 1 other fields | High correlation |
schooling is highly overall correlated with profit | High correlation |
default is highly imbalanced (54.8%) | Imbalance |
loan is highly imbalanced (51.3%) | Imbalance |
poutcome is highly imbalanced (55.5%) | Imbalance |
custAge has 2016 (24.5%) missing values | Missing |
schooling has 2408 (29.2%) missing values | Missing |
day_of_week has 789 (9.6%) missing values | Missing |
profit has 7310 (88.7%) missing values | Missing |
profit is highly skewed (γ1 = -30.40426657) | Skewed |
id is uniformly distributed | Uniform |
previous has 7060 (85.7%) zeros | Zeros |
pastEmail has 7219 (87.6%) zeros | Zeros |
Reproduction
| Analysis started | 2024-09-05 16:00:01.850015 |
|---|---|
| Analysis finished | 2024-09-05 16:01:16.330246 |
| Duration | 1 minute and 14.48 seconds |
| Software version | ydata-profiling v4.8.3 |
| Download configuration | config.json |
custAge
Real number (ℝ)
MISSING
| Distinct | 72 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 2016 |
| Missing (%) | 24.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39.953728 |
| Minimum | 18 |
|---|---|
| Maximum | 94 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 64.5 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 26 |
| Q1 | 32 |
| median | 38 |
| Q3 | 47 |
| 95-th percentile | 58 |
| Maximum | 94 |
| Range | 76 |
| Interquartile range (IQR) | 15 |
Descriptive statistics
| Standard deviation | 10.540516 |
|---|---|
| Coefficient of variation (CV) | 0.26381808 |
| Kurtosis | 1.0535234 |
| Mean | 39.953728 |
| Median Absolute Deviation (MAD) | 7 |
| Skewness | 0.86627065 |
| Sum | 248672 |
| Variance | 111.10247 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 31 | 300 | 3.6% |
| 33 | 299 | 3.6% |
| 30 | 275 | 3.3% |
| 32 | 269 | 3.3% |
| 34 | 262 | 3.2% |
| 35 | 254 | 3.1% |
| 36 | 253 | 3.1% |
| 29 | 229 | 2.8% |
| 37 | 229 | 2.8% |
| 38 | 226 | 2.7% |
| Other values (62) | 3628 | |
| (Missing) | 2016 |
| Value | Count | Frequency (%) |
| 18 | 4 | < 0.1% |
| 19 | 6 | 0.1% |
| 20 | 9 | 0.1% |
| 21 | 14 | 0.2% |
| 22 | 25 | 0.3% |
| 23 | 31 | 0.4% |
| 24 | 73 | |
| 25 | 87 | |
| 26 | 100 | |
| 27 | 130 |
| Value | Count | Frequency (%) |
| 94 | 1 | < 0.1% |
| 91 | 1 | < 0.1% |
| 88 | 1 | < 0.1% |
| 86 | 1 | < 0.1% |
| 85 | 5 | |
| 84 | 2 | < 0.1% |
| 83 | 3 | < 0.1% |
| 82 | 5 | |
| 81 | 5 | |
| 80 | 10 |
profession
Categorical
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Memory size | 530.8 KiB |
| admin. | |
|---|---|
| blue-collar | |
| technician | |
| services | |
| management | |
| Other values (7) |
Length
| Max length | 13 |
|---|---|
| Median length | 12 |
| Mean length | 8.9567856 |
| Min length | 6 |
Characters and Unicode
| Total characters | 73786 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | admin. |
|---|---|
| 2nd row | services |
| 3rd row | admin. |
| 4th row | admin. |
| 5th row | blue-collar |
Common Values
| Value | Count | Frequency (%) |
| admin. | 2102 | |
| blue-collar | 1847 | |
| technician | 1351 | |
| services | 792 | 9.6% |
| management | 583 | 7.1% |
| retired | 337 | 4.1% |
| entrepreneur | 314 | 3.8% |
| self-employed | 279 | 3.4% |
| housemaid | 213 | 2.6% |
| unemployed | 190 | 2.3% |
| Other values (2) | 230 | 2.8% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| admin | 2102 | |
| blue-collar | 1847 | |
| technician | 1351 | |
| services | 792 | 9.6% |
| management | 583 | 7.1% |
| retired | 337 | 4.1% |
| entrepreneur | 314 | 3.8% |
| self-employed | 279 | 3.4% |
| housemaid | 213 | 2.6% |
| unemployed | 190 | 2.3% |
| Other values (2) | 230 | 2.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 9467 | |
| n | 7160 | 9.7% |
| a | 6679 | 9.1% |
| l | 6289 | 8.5% |
| i | 6146 | 8.3% |
| c | 5341 | 7.2% |
| r | 4255 | 5.8% |
| m | 3950 | 5.4% |
| d | 3280 | 4.4% |
| t | 2903 | 3.9% |
| Other values (14) | 18316 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 69558 | |
| Dash Punctuation | 2126 | 2.9% |
| Other Punctuation | 2102 | 2.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 9467 | |
| n | 7160 | |
| a | 6679 | |
| l | 6289 | |
| i | 6146 | |
| c | 5341 | 7.7% |
| r | 4255 | 6.1% |
| m | 3950 | 5.7% |
| d | 3280 | 4.7% |
| t | 2903 | 4.2% |
| Other values (12) | 14088 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 2126 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 2102 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 69558 | |
| Common | 4228 | 5.7% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 9467 | |
| n | 7160 | |
| a | 6679 | |
| l | 6289 | |
| i | 6146 | |
| c | 5341 | 7.7% |
| r | 4255 | 6.1% |
| m | 3950 | 5.7% |
| d | 3280 | 4.7% |
| t | 2903 | 4.2% |
| Other values (12) | 14088 |
Common
| Value | Count | Frequency (%) |
| - | 2126 | |
| . | 2102 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 73786 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 9467 | |
| n | 7160 | 9.7% |
| a | 6679 | 9.1% |
| l | 6289 | 8.5% |
| i | 6146 | 8.3% |
| c | 5341 | 7.2% |
| r | 4255 | 5.8% |
| m | 3950 | 5.4% |
| d | 3280 | 4.4% |
| t | 2903 | 3.9% |
| Other values (14) | 18316 |
marital
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Memory size | 513.7 KiB |
| married | |
|---|---|
| single | |
| divorced | |
| unknown | 10 |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.8292061 |
| Min length | 6 |
Characters and Unicode
| Total characters | 56259 |
|---|---|
| Distinct characters | 16 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | single |
|---|---|
| 2nd row | single |
| 3rd row | single |
| 4th row | divorced |
| 5th row | single |
Common Values
| Value | Count | Frequency (%) |
| married | 4957 | |
| single | 2339 | |
| divorced | 932 | 11.3% |
| unknown | 10 | 0.1% |
| (Missing) | 2 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| married | 4957 | |
| single | 2339 | |
| divorced | 932 | 11.3% |
| unknown | 10 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 10846 | |
| i | 8228 | |
| e | 8228 | |
| d | 6821 | |
| m | 4957 | |
| a | 4957 | |
| n | 2369 | 4.2% |
| s | 2339 | 4.2% |
| g | 2339 | 4.2% |
| l | 2339 | 4.2% |
| Other values (6) | 2836 | 5.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 56259 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 10846 | |
| i | 8228 | |
| e | 8228 | |
| d | 6821 | |
| m | 4957 | |
| a | 4957 | |
| n | 2369 | 4.2% |
| s | 2339 | 4.2% |
| g | 2339 | 4.2% |
| l | 2339 | 4.2% |
| Other values (6) | 2836 | 5.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 56259 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 10846 | |
| i | 8228 | |
| e | 8228 | |
| d | 6821 | |
| m | 4957 | |
| a | 4957 | |
| n | 2369 | 4.2% |
| s | 2339 | 4.2% |
| g | 2339 | 4.2% |
| l | 2339 | 4.2% |
| Other values (6) | 2836 | 5.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 56259 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 10846 | |
| i | 8228 | |
| e | 8228 | |
| d | 6821 | |
| m | 4957 | |
| a | 4957 | |
| n | 2369 | 4.2% |
| s | 2339 | 4.2% |
| g | 2339 | 4.2% |
| l | 2339 | 4.2% |
| Other values (6) | 2836 | 5.0% |
schooling
Categorical
HIGH CORRELATION MISSING
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 2408 |
| Missing (%) | 29.2% |
| Memory size | 472.4 KiB |
| university.degree | |
|---|---|
| high.school | |
| basic.9y | |
| professional.course | |
| basic.4y | |
| Other values (3) |
Length
| Max length | 19 |
|---|---|
| Median length | 17 |
| Mean length | 12.708333 |
| Min length | 7 |
Characters and Unicode
| Total characters | 74115 |
|---|---|
| Distinct characters | 25 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | university.degree |
|---|---|
| 2nd row | high.school |
| 3rd row | high.school |
| 4th row | university.degree |
| 5th row | professional.course |
Common Values
| Value | Count | Frequency (%) |
| university.degree | 1731 | |
| high.school | 1340 | |
| basic.9y | 863 | 10.5% |
| professional.course | 738 | 9.0% |
| basic.4y | 586 | 7.1% |
| basic.6y | 313 | 3.8% |
| unknown | 260 | 3.2% |
| illiterate | 1 | < 0.1% |
| (Missing) | 2408 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| university.degree | 1731 | |
| high.school | 1340 | |
| basic.9y | 863 | |
| professional.course | 738 | |
| basic.4y | 586 | 10.0% |
| basic.6y | 313 | 5.4% |
| unknown | 260 | 4.5% |
| illiterate | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 8402 | 11.3% |
| i | 7304 | 9.9% |
| s | 7047 | 9.5% |
| . | 5571 | 7.5% |
| o | 5154 | 7.0% |
| r | 4939 | 6.7% |
| h | 4020 | 5.4% |
| c | 3840 | 5.2% |
| y | 3493 | 4.7% |
| n | 3249 | 4.4% |
| Other values (15) | 21096 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 66782 | |
| Other Punctuation | 5571 | 7.5% |
| Decimal Number | 1762 | 2.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 8402 | |
| i | 7304 | |
| s | 7047 | |
| o | 5154 | 7.7% |
| r | 4939 | 7.4% |
| h | 4020 | 6.0% |
| c | 3840 | 5.8% |
| y | 3493 | 5.2% |
| n | 3249 | 4.9% |
| g | 3071 | 4.6% |
| Other values (11) | 16263 |
Decimal Number
| Value | Count | Frequency (%) |
| 9 | 863 | |
| 4 | 586 | |
| 6 | 313 | 17.8% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 5571 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 66782 | |
| Common | 7333 | 9.9% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 8402 | |
| i | 7304 | |
| s | 7047 | |
| o | 5154 | 7.7% |
| r | 4939 | 7.4% |
| h | 4020 | 6.0% |
| c | 3840 | 5.8% |
| y | 3493 | 5.2% |
| n | 3249 | 4.9% |
| g | 3071 | 4.6% |
| Other values (11) | 16263 |
Common
| Value | Count | Frequency (%) |
| . | 5571 | |
| 9 | 863 | 11.8% |
| 4 | 586 | 8.0% |
| 6 | 313 | 4.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 74115 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 8402 | 11.3% |
| i | 7304 | 9.9% |
| s | 7047 | 9.5% |
| . | 5571 | 7.5% |
| o | 5154 | 7.0% |
| r | 4939 | 6.7% |
| h | 4020 | 5.4% |
| c | 3840 | 5.2% |
| y | 3493 | 4.7% |
| n | 3249 | 4.4% |
| Other values (15) | 21096 |
default
Categorical
IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Memory size | 482.7 KiB |
| no | |
|---|---|
| unknown | |
| yes | 1 |
Length
| Max length | 7 |
|---|---|
| Median length | 2 |
| Mean length | 2.9821559 |
| Min length | 2 |
Characters and Unicode
| Total characters | 24567 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | unknown |
| 5th row | unknown |
Common Values
| Value | Count | Frequency (%) |
| no | 6619 | |
| unknown | 1618 | 19.6% |
| yes | 1 | < 0.1% |
| (Missing) | 2 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 6619 | |
| unknown | 1618 | 19.6% |
| yes | 1 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 11473 | |
| o | 8237 | |
| u | 1618 | 6.6% |
| k | 1618 | 6.6% |
| w | 1618 | 6.6% |
| y | 1 | < 0.1% |
| e | 1 | < 0.1% |
| s | 1 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 24567 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 11473 | |
| o | 8237 | |
| u | 1618 | 6.6% |
| k | 1618 | 6.6% |
| w | 1618 | 6.6% |
| y | 1 | < 0.1% |
| e | 1 | < 0.1% |
| s | 1 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 24567 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 11473 | |
| o | 8237 | |
| u | 1618 | 6.6% |
| k | 1618 | 6.6% |
| w | 1618 | 6.6% |
| y | 1 | < 0.1% |
| e | 1 | < 0.1% |
| s | 1 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 24567 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 11473 | |
| o | 8237 | |
| u | 1618 | 6.6% |
| k | 1618 | 6.6% |
| w | 1618 | 6.6% |
| y | 1 | < 0.1% |
| e | 1 | < 0.1% |
| s | 1 | < 0.1% |
housing
Categorical
HIGH CORRELATION
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Memory size | 479.9 KiB |
| yes | |
|---|---|
| no | |
| unknown | 184 |
Length
| Max length | 7 |
|---|---|
| Median length | 3 |
| Mean length | 2.6336489 |
| Min length | 2 |
Characters and Unicode
| Total characters | 21696 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | no |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | yes |
| 5th row | yes |
Common Values
| Value | Count | Frequency (%) |
| yes | 4300 | |
| no | 3754 | |
| unknown | 184 | 2.2% |
| (Missing) | 2 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| yes | 4300 | |
| no | 3754 | |
| unknown | 184 | 2.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 4306 | |
| y | 4300 | |
| e | 4300 | |
| s | 4300 | |
| o | 3938 | |
| u | 184 | 0.8% |
| k | 184 | 0.8% |
| w | 184 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 21696 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 4306 | |
| y | 4300 | |
| e | 4300 | |
| s | 4300 | |
| o | 3938 | |
| u | 184 | 0.8% |
| k | 184 | 0.8% |
| w | 184 | 0.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 21696 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 4306 | |
| y | 4300 | |
| e | 4300 | |
| s | 4300 | |
| o | 3938 | |
| u | 184 | 0.8% |
| k | 184 | 0.8% |
| w | 184 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 21696 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 4306 | |
| y | 4300 | |
| e | 4300 | |
| s | 4300 | |
| o | 3938 | |
| u | 184 | 0.8% |
| k | 184 | 0.8% |
| w | 184 | 0.8% |
loan
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Memory size | 477.0 KiB |
| no | |
|---|---|
| yes | |
| unknown | 184 |
Length
| Max length | 7 |
|---|---|
| Median length | 2 |
| Mean length | 2.2669337 |
| Min length | 2 |
Characters and Unicode
| Total characters | 18675 |
|---|---|
| Distinct characters | 8 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | yes |
|---|---|
| 2nd row | no |
| 3rd row | no |
| 4th row | no |
| 5th row | no |
Common Values
| Value | Count | Frequency (%) |
| no | 6775 | |
| yes | 1279 | 15.5% |
| unknown | 184 | 2.2% |
| (Missing) | 2 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| no | 6775 | |
| yes | 1279 | 15.5% |
| unknown | 184 | 2.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 7327 | |
| o | 6959 | |
| y | 1279 | 6.8% |
| e | 1279 | 6.8% |
| s | 1279 | 6.8% |
| u | 184 | 1.0% |
| k | 184 | 1.0% |
| w | 184 | 1.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 18675 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 7327 | |
| o | 6959 | |
| y | 1279 | 6.8% |
| e | 1279 | 6.8% |
| s | 1279 | 6.8% |
| u | 184 | 1.0% |
| k | 184 | 1.0% |
| w | 184 | 1.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 18675 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 7327 | |
| o | 6959 | |
| y | 1279 | 6.8% |
| e | 1279 | 6.8% |
| s | 1279 | 6.8% |
| u | 184 | 1.0% |
| k | 184 | 1.0% |
| w | 184 | 1.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 18675 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 7327 | |
| o | 6959 | |
| y | 1279 | 6.8% |
| e | 1279 | 6.8% |
| s | 1279 | 6.8% |
| u | 184 | 1.0% |
| k | 184 | 1.0% |
| w | 184 | 1.0% |
contact
Categorical
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Memory size | 526.0 KiB |
| cellular | |
|---|---|
| telephone |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 8.3635591 |
| Min length | 8 |
Characters and Unicode
| Total characters | 68899 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | cellular |
|---|---|
| 2nd row | cellular |
| 3rd row | telephone |
| 4th row | cellular |
| 5th row | cellular |
Common Values
| Value | Count | Frequency (%) |
| cellular | 5243 | |
| telephone | 2995 | |
| (Missing) | 2 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| cellular | 5243 | |
| telephone | 2995 |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 18724 | |
| e | 14228 | |
| c | 5243 | 7.6% |
| u | 5243 | 7.6% |
| a | 5243 | 7.6% |
| r | 5243 | 7.6% |
| t | 2995 | 4.3% |
| p | 2995 | 4.3% |
| h | 2995 | 4.3% |
| o | 2995 | 4.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 68899 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| l | 18724 | |
| e | 14228 | |
| c | 5243 | 7.6% |
| u | 5243 | 7.6% |
| a | 5243 | 7.6% |
| r | 5243 | 7.6% |
| t | 2995 | 4.3% |
| p | 2995 | 4.3% |
| h | 2995 | 4.3% |
| o | 2995 | 4.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 68899 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| l | 18724 | |
| e | 14228 | |
| c | 5243 | 7.6% |
| u | 5243 | 7.6% |
| a | 5243 | 7.6% |
| r | 5243 | 7.6% |
| t | 2995 | 4.3% |
| p | 2995 | 4.3% |
| h | 2995 | 4.3% |
| o | 2995 | 4.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 68899 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| l | 18724 | |
| e | 14228 | |
| c | 5243 | 7.6% |
| u | 5243 | 7.6% |
| a | 5243 | 7.6% |
| r | 5243 | 7.6% |
| t | 2995 | 4.3% |
| p | 2995 | 4.3% |
| h | 2995 | 4.3% |
| o | 2995 | 4.3% |
month
Categorical
HIGH CORRELATION
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Memory size | 482.9 KiB |
| may | |
|---|---|
| jul | |
| aug | |
| jun | |
| nov | |
| Other values (5) |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 24714 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | apr |
|---|---|
| 2nd row | jul |
| 3rd row | jun |
| 4th row | jul |
| 5th row | jul |
Common Values
| Value | Count | Frequency (%) |
| may | 2814 | |
| jul | 1352 | |
| aug | 1241 | |
| jun | 1055 | 12.8% |
| nov | 813 | 9.9% |
| apr | 551 | 6.7% |
| oct | 156 | 1.9% |
| sep | 121 | 1.5% |
| mar | 106 | 1.3% |
| dec | 29 | 0.4% |
| (Missing) | 2 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| may | 2814 | |
| jul | 1352 | |
| aug | 1241 | |
| jun | 1055 | 12.8% |
| nov | 813 | 9.9% |
| apr | 551 | 6.7% |
| oct | 156 | 1.9% |
| sep | 121 | 1.5% |
| mar | 106 | 1.3% |
| dec | 29 | 0.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 4712 | |
| u | 3648 | |
| m | 2920 | |
| y | 2814 | |
| j | 2407 | |
| n | 1868 | 7.6% |
| l | 1352 | 5.5% |
| g | 1241 | 5.0% |
| o | 969 | 3.9% |
| v | 813 | 3.3% |
| Other values (7) | 1970 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 24714 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 4712 | |
| u | 3648 | |
| m | 2920 | |
| y | 2814 | |
| j | 2407 | |
| n | 1868 | 7.6% |
| l | 1352 | 5.5% |
| g | 1241 | 5.0% |
| o | 969 | 3.9% |
| v | 813 | 3.3% |
| Other values (7) | 1970 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 24714 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 4712 | |
| u | 3648 | |
| m | 2920 | |
| y | 2814 | |
| j | 2407 | |
| n | 1868 | 7.6% |
| l | 1352 | 5.5% |
| g | 1241 | 5.0% |
| o | 969 | 3.9% |
| v | 813 | 3.3% |
| Other values (7) | 1970 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 24714 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 4712 | |
| u | 3648 | |
| m | 2920 | |
| y | 2814 | |
| j | 2407 | |
| n | 1868 | 7.6% |
| l | 1352 | 5.5% |
| g | 1241 | 5.0% |
| o | 969 | 3.9% |
| v | 813 | 3.3% |
| Other values (7) | 1970 |
day_of_week
Categorical
MISSING
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 789 |
| Missing (%) | 9.6% |
| Memory size | 461.4 KiB |
| mon | |
|---|---|
| thu | |
| tue | |
| wed | |
| fri |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 22353 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | wed |
|---|---|
| 2nd row | thu |
| 3rd row | tue |
| 4th row | tue |
| 5th row | thu |
Common Values
| Value | Count | Frequency (%) |
| mon | 1598 | |
| thu | 1533 | |
| tue | 1478 | |
| wed | 1473 | |
| fri | 1369 | |
| (Missing) | 789 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| mon | 1598 | |
| thu | 1533 | |
| tue | 1478 | |
| wed | 1473 | |
| fri | 1369 |
Most occurring characters
| Value | Count | Frequency (%) |
| t | 3011 | |
| u | 3011 | |
| e | 2951 | |
| m | 1598 | |
| o | 1598 | |
| n | 1598 | |
| h | 1533 | |
| w | 1473 | |
| d | 1473 | |
| f | 1369 | |
| Other values (2) | 2738 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 22353 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 3011 | |
| u | 3011 | |
| e | 2951 | |
| m | 1598 | |
| o | 1598 | |
| n | 1598 | |
| h | 1533 | |
| w | 1473 | |
| d | 1473 | |
| f | 1369 | |
| Other values (2) | 2738 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 22353 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| t | 3011 | |
| u | 3011 | |
| e | 2951 | |
| m | 1598 | |
| o | 1598 | |
| n | 1598 | |
| h | 1533 | |
| w | 1473 | |
| d | 1473 | |
| f | 1369 | |
| Other values (2) | 2738 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 22353 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| t | 3011 | |
| u | 3011 | |
| e | 2951 | |
| m | 1598 | |
| o | 1598 | |
| n | 1598 | |
| h | 1533 | |
| w | 1473 | |
| d | 1473 | |
| f | 1369 | |
| Other values (2) | 2738 |
campaign
Real number (ℝ)
| Distinct | 34 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.5316824 |
| Minimum | 1 |
|---|---|
| Maximum | 40 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 64.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 7 |
| Maximum | 40 |
| Range | 39 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 2.7097733 |
|---|---|
| Coefficient of variation (CV) | 1.0703449 |
| Kurtosis | 37.294564 |
| Mean | 2.5316824 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 4.8239427 |
| Sum | 20856 |
| Variance | 7.3428713 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=34)
| Value | Count | Frequency (%) |
| 1 | 3542 | |
| 2 | 2159 | |
| 3 | 1045 | 12.7% |
| 4 | 542 | 6.6% |
| 5 | 285 | 3.5% |
| 6 | 205 | 2.5% |
| 7 | 113 | 1.4% |
| 8 | 73 | 0.9% |
| 9 | 70 | 0.8% |
| 11 | 42 | 0.5% |
| Other values (24) | 162 | 2.0% |
| Value | Count | Frequency (%) |
| 1 | 3542 | |
| 2 | 2159 | |
| 3 | 1045 | 12.7% |
| 4 | 542 | 6.6% |
| 5 | 285 | 3.5% |
| 6 | 205 | 2.5% |
| 7 | 113 | 1.4% |
| 8 | 73 | 0.9% |
| 9 | 70 | 0.8% |
| 10 | 40 | 0.5% |
| Value | Count | Frequency (%) |
| 40 | 1 | < 0.1% |
| 39 | 1 | < 0.1% |
| 35 | 1 | < 0.1% |
| 34 | 1 | < 0.1% |
| 33 | 2 | |
| 31 | 1 | < 0.1% |
| 30 | 3 | |
| 29 | 2 | |
| 27 | 4 | |
| 26 | 2 |
pdays
Real number (ℝ)
HIGH CORRELATION
| Distinct | 23 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 960.91661 |
| Minimum | 0 |
|---|---|
| Maximum | 999 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 64.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 999 |
| Q1 | 999 |
| median | 999 |
| Q3 | 999 |
| 95-th percentile | 999 |
| Maximum | 999 |
| Range | 999 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 190.69505 |
|---|---|
| Coefficient of variation (CV) | 0.1984512 |
| Kurtosis | 21.124715 |
| Mean | 960.91661 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -4.8082376 |
| Sum | 7916031 |
| Variance | 36364.604 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 999 | 7922 | |
| 6 | 90 | 1.1% |
| 3 | 86 | 1.0% |
| 4 | 25 | 0.3% |
| 9 | 17 | 0.2% |
| 7 | 16 | 0.2% |
| 2 | 13 | 0.2% |
| 12 | 12 | 0.1% |
| 10 | 8 | 0.1% |
| 5 | 7 | 0.1% |
| Other values (13) | 42 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 3 | < 0.1% |
| 1 | 4 | < 0.1% |
| 2 | 13 | 0.2% |
| 3 | 86 | |
| 4 | 25 | 0.3% |
| 5 | 7 | 0.1% |
| 6 | 90 | |
| 7 | 16 | 0.2% |
| 8 | 3 | < 0.1% |
| 9 | 17 | 0.2% |
| Value | Count | Frequency (%) |
| 999 | 7922 | |
| 25 | 1 | < 0.1% |
| 22 | 1 | < 0.1% |
| 21 | 1 | < 0.1% |
| 19 | 1 | < 0.1% |
| 17 | 2 | < 0.1% |
| 16 | 4 | < 0.1% |
| 15 | 5 | 0.1% |
| 14 | 6 | 0.1% |
| 13 | 6 | 0.1% |
previous
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.18305414 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 7060 |
| Zeros (%) | 85.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 64.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.51420921 |
|---|---|
| Coefficient of variation (CV) | 2.8090554 |
| Kurtosis | 20.213808 |
| Mean | 0.18305414 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.8345994 |
| Sum | 1508 |
| Variance | 0.26441112 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0 | 7060 | |
| 1 | 947 | 11.5% |
| 2 | 165 | 2.0% |
| 3 | 43 | 0.5% |
| 4 | 14 | 0.2% |
| 5 | 8 | 0.1% |
| 6 | 1 | < 0.1% |
| (Missing) | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 7060 | |
| 1 | 947 | 11.5% |
| 2 | 165 | 2.0% |
| 3 | 43 | 0.5% |
| 4 | 14 | 0.2% |
| 5 | 8 | 0.1% |
| 6 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 6 | 1 | < 0.1% |
| 5 | 8 | 0.1% |
| 4 | 14 | 0.2% |
| 3 | 43 | 0.5% |
| 2 | 165 | 2.0% |
| 1 | 947 | 11.5% |
| 0 | 7060 |
poutcome
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Memory size | 542.6 KiB |
| nonexistent | |
|---|---|
| failure | |
| success | 283 |
Length
| Max length | 11 |
|---|---|
| Median length | 11 |
| Mean length | 10.428017 |
| Min length | 7 |
Characters and Unicode
| Total characters | 85906 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | nonexistent |
|---|---|
| 2nd row | nonexistent |
| 3rd row | nonexistent |
| 4th row | nonexistent |
| 5th row | nonexistent |
Common Values
| Value | Count | Frequency (%) |
| nonexistent | 7060 | |
| failure | 895 | 10.9% |
| success | 283 | 3.4% |
| (Missing) | 2 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| nonexistent | 7060 | |
| failure | 895 | 10.9% |
| success | 283 | 3.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| n | 21180 | |
| e | 15298 | |
| t | 14120 | |
| i | 7955 | 9.3% |
| s | 7909 | 9.2% |
| o | 7060 | 8.2% |
| x | 7060 | 8.2% |
| u | 1178 | 1.4% |
| f | 895 | 1.0% |
| a | 895 | 1.0% |
| Other values (3) | 2356 | 2.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 85906 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| n | 21180 | |
| e | 15298 | |
| t | 14120 | |
| i | 7955 | 9.3% |
| s | 7909 | 9.2% |
| o | 7060 | 8.2% |
| x | 7060 | 8.2% |
| u | 1178 | 1.4% |
| f | 895 | 1.0% |
| a | 895 | 1.0% |
| Other values (3) | 2356 | 2.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 85906 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| n | 21180 | |
| e | 15298 | |
| t | 14120 | |
| i | 7955 | 9.3% |
| s | 7909 | 9.2% |
| o | 7060 | 8.2% |
| x | 7060 | 8.2% |
| u | 1178 | 1.4% |
| f | 895 | 1.0% |
| a | 895 | 1.0% |
| Other values (3) | 2356 | 2.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 85906 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| n | 21180 | |
| e | 15298 | |
| t | 14120 | |
| i | 7955 | 9.3% |
| s | 7909 | 9.2% |
| o | 7060 | 8.2% |
| x | 7060 | 8.2% |
| u | 1178 | 1.4% |
| f | 895 | 1.0% |
| a | 895 | 1.0% |
| Other values (3) | 2356 | 2.7% |
emp.var.rate
Real number (ℝ)
HIGH CORRELATION
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.056397184 |
| Minimum | -3.4 |
|---|---|
| Maximum | 1.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 3523 |
| Negative (%) | 42.8% |
| Memory size | 64.5 KiB |
Quantile statistics
| Minimum | -3.4 |
|---|---|
| 5-th percentile | -2.9 |
| Q1 | -1.8 |
| median | 1.1 |
| Q3 | 1.4 |
| 95-th percentile | 1.4 |
| Maximum | 1.4 |
| Range | 4.8 |
| Interquartile range (IQR) | 3.2 |
Descriptive statistics
| Standard deviation | 1.5665504 |
|---|---|
| Coefficient of variation (CV) | 27.777103 |
| Kurtosis | -1.1347579 |
| Mean | 0.056397184 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | -0.67517435 |
| Sum | 464.6 |
| Variance | 2.4540801 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 1.4 | 3166 | |
| -1.8 | 1922 | |
| 1.1 | 1549 | |
| -0.1 | 739 | 9.0% |
| -2.9 | 318 | 3.9% |
| -3.4 | 203 | 2.5% |
| -1.7 | 164 | 2.0% |
| -1.1 | 148 | 1.8% |
| -3 | 28 | 0.3% |
| -0.2 | 1 | < 0.1% |
| (Missing) | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| -3.4 | 203 | 2.5% |
| -3 | 28 | 0.3% |
| -2.9 | 318 | 3.9% |
| -1.8 | 1922 | |
| -1.7 | 164 | 2.0% |
| -1.1 | 148 | 1.8% |
| -0.2 | 1 | < 0.1% |
| -0.1 | 739 | 9.0% |
| 1.1 | 1549 | |
| 1.4 | 3166 |
| Value | Count | Frequency (%) |
| 1.4 | 3166 | |
| 1.1 | 1549 | |
| -0.1 | 739 | 9.0% |
| -0.2 | 1 | < 0.1% |
| -1.1 | 148 | 1.8% |
| -1.7 | 164 | 2.0% |
| -1.8 | 1922 | |
| -2.9 | 318 | 3.9% |
| -3 | 28 | 0.3% |
| -3.4 | 203 | 2.5% |
cons.price.idx
Real number (ℝ)
HIGH CORRELATION
| Distinct | 26 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 93.570977 |
| Minimum | 92.201 |
|---|---|
| Maximum | 94.767 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 64.5 KiB |
Quantile statistics
| Minimum | 92.201 |
|---|---|
| 5-th percentile | 92.843 |
| Q1 | 93.075 |
| median | 93.444 |
| Q3 | 93.994 |
| 95-th percentile | 94.465 |
| Maximum | 94.767 |
| Range | 2.566 |
| Interquartile range (IQR) | 0.919 |
Descriptive statistics
| Standard deviation | 0.57878242 |
|---|---|
| Coefficient of variation (CV) | 0.0061854908 |
| Kurtosis | -0.86804057 |
| Mean | 93.570977 |
| Median Absolute Deviation (MAD) | 0.55 |
| Skewness | -0.1854094 |
| Sum | 770837.71 |
| Variance | 0.33498909 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 93.994 | 1549 | |
| 93.918 | 1248 | |
| 92.893 | 1228 | |
| 93.444 | 1051 | |
| 94.465 | 867 | |
| 93.2 | 720 | |
| 93.075 | 515 | 6.2% |
| 92.963 | 143 | 1.7% |
| 92.201 | 142 | 1.7% |
| 92.431 | 95 | 1.2% |
| Other values (16) | 680 |
| Value | Count | Frequency (%) |
| 92.201 | 142 | 1.7% |
| 92.379 | 48 | 0.6% |
| 92.431 | 95 | 1.2% |
| 92.469 | 33 | 0.4% |
| 92.649 | 60 | 0.7% |
| 92.713 | 28 | 0.3% |
| 92.756 | 1 | < 0.1% |
| 92.843 | 57 | 0.7% |
| 92.893 | 1228 | |
| 92.963 | 143 | 1.7% |
| Value | Count | Frequency (%) |
| 94.767 | 33 | 0.4% |
| 94.601 | 42 | 0.5% |
| 94.465 | 867 | |
| 94.215 | 71 | 0.9% |
| 94.199 | 73 | 0.9% |
| 94.055 | 45 | 0.5% |
| 94.027 | 48 | 0.6% |
| 93.994 | 1549 | |
| 93.918 | 1248 | |
| 93.876 | 37 | 0.4% |
cons.conf.idx
Real number (ℝ)
HIGH CORRELATION
| Distinct | 26 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -40.577907 |
| Minimum | -50.8 |
|---|---|
| Maximum | -26.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 8238 |
| Negative (%) | > 99.9% |
| Memory size | 64.5 KiB |
Quantile statistics
| Minimum | -50.8 |
|---|---|
| 5-th percentile | -47.1 |
| Q1 | -42.7 |
| median | -41.8 |
| Q3 | -36.4 |
| 95-th percentile | -34.6 |
| Maximum | -26.9 |
| Range | 23.9 |
| Interquartile range (IQR) | 6.3 |
Descriptive statistics
| Standard deviation | 4.6501009 |
|---|---|
| Coefficient of variation (CV) | -0.11459686 |
| Kurtosis | -0.36573353 |
| Mean | -40.577907 |
| Median Absolute Deviation (MAD) | 4.4 |
| Skewness | 0.29346742 |
| Sum | -334280.8 |
| Variance | 21.623438 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| -36.4 | 1549 | |
| -42.7 | 1248 | |
| -46.2 | 1228 | |
| -36.1 | 1051 | |
| -41.8 | 867 | |
| -42 | 720 | |
| -47.1 | 515 | 6.2% |
| -40.8 | 143 | 1.7% |
| -31.4 | 142 | 1.7% |
| -26.9 | 95 | 1.2% |
| Other values (16) | 680 |
| Value | Count | Frequency (%) |
| -50.8 | 33 | 0.4% |
| -50 | 57 | 0.7% |
| -49.5 | 42 | 0.5% |
| -47.1 | 515 | |
| -46.2 | 1228 | |
| -45.9 | 1 | < 0.1% |
| -42.7 | 1248 | |
| -42 | 720 | |
| -41.8 | 867 | |
| -40.8 | 143 | 1.7% |
| Value | Count | Frequency (%) |
| -26.9 | 95 | 1.2% |
| -29.8 | 48 | 0.6% |
| -30.1 | 60 | 0.7% |
| -31.4 | 142 | 1.7% |
| -33 | 28 | 0.3% |
| -33.6 | 33 | 0.4% |
| -34.6 | 36 | 0.4% |
| -34.8 | 49 | 0.6% |
| -36.1 | 1051 | |
| -36.4 | 1549 |
euribor3m
Real number (ℝ)
HIGH CORRELATION
| Distinct | 277 |
|---|---|
| Distinct (%) | 3.4% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.5869295 |
| Minimum | 0.634 |
|---|---|
| Maximum | 5.045 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 64.5 KiB |
Quantile statistics
| Minimum | 0.634 |
|---|---|
| 5-th percentile | 0.819 |
| Q1 | 1.334 |
| median | 4.857 |
| Q3 | 4.961 |
| 95-th percentile | 4.966 |
| Maximum | 5.045 |
| Range | 4.411 |
| Interquartile range (IQR) | 3.627 |
Descriptive statistics
| Standard deviation | 1.7427836 |
|---|---|
| Coefficient of variation (CV) | 0.48587061 |
| Kurtosis | -1.4745415 |
| Mean | 3.5869295 |
| Median Absolute Deviation (MAD) | 0.108 |
| Skewness | -0.66214805 |
| Sum | 29549.125 |
| Variance | 3.0372947 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.857 | 603 | 7.3% |
| 4.963 | 488 | 5.9% |
| 4.962 | 486 | 5.9% |
| 4.961 | 377 | 4.6% |
| 4.964 | 244 | 3.0% |
| 1.405 | 224 | 2.7% |
| 4.856 | 222 | 2.7% |
| 4.864 | 210 | 2.5% |
| 4.96 | 208 | 2.5% |
| 4.968 | 199 | 2.4% |
| Other values (267) | 4977 |
| Value | Count | Frequency (%) |
| 0.634 | 2 | < 0.1% |
| 0.635 | 8 | |
| 0.636 | 5 | |
| 0.637 | 3 | < 0.1% |
| 0.638 | 3 | < 0.1% |
| 0.639 | 4 | < 0.1% |
| 0.64 | 3 | < 0.1% |
| 0.642 | 10 | |
| 0.643 | 3 | < 0.1% |
| 0.644 | 7 |
| Value | Count | Frequency (%) |
| 5.045 | 4 | < 0.1% |
| 5 | 2 | < 0.1% |
| 4.97 | 45 | 0.5% |
| 4.968 | 199 | |
| 4.967 | 131 | 1.6% |
| 4.966 | 132 | 1.6% |
| 4.965 | 193 | 2.3% |
| 4.964 | 244 | |
| 4.963 | 488 | |
| 4.962 | 486 |
nr.employed
Real number (ℝ)
HIGH CORRELATION
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5165.576 |
| Minimum | 4963.6 |
|---|---|
| Maximum | 5228.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 64.5 KiB |
Quantile statistics
| Minimum | 4963.6 |
|---|---|
| 5-th percentile | 5008.7 |
| Q1 | 5099.1 |
| median | 5191 |
| Q3 | 5228.1 |
| 95-th percentile | 5228.1 |
| Maximum | 5228.1 |
| Range | 264.5 |
| Interquartile range (IQR) | 129 |
Descriptive statistics
| Standard deviation | 72.727423 |
|---|---|
| Coefficient of variation (CV) | 0.014079248 |
| Kurtosis | -0.028431039 |
| Mean | 5165.576 |
| Median Absolute Deviation (MAD) | 37.1 |
| Skewness | -1.0194911 |
| Sum | 42554015 |
| Variance | 5289.278 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=11)
| Value | Count | Frequency (%) |
| 5228.1 | 3166 | |
| 5099.1 | 1800 | |
| 5191 | 1549 | |
| 5195.8 | 739 | 9.0% |
| 5076.2 | 318 | 3.9% |
| 5017.5 | 203 | 2.5% |
| 4991.6 | 164 | 2.0% |
| 4963.6 | 148 | 1.8% |
| 5008.7 | 122 | 1.5% |
| 5023.5 | 28 | 0.3% |
| (Missing) | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 4963.6 | 148 | 1.8% |
| 4991.6 | 164 | 2.0% |
| 5008.7 | 122 | 1.5% |
| 5017.5 | 203 | 2.5% |
| 5023.5 | 28 | 0.3% |
| 5076.2 | 318 | 3.9% |
| 5099.1 | 1800 | |
| 5176.3 | 1 | < 0.1% |
| 5191 | 1549 | |
| 5195.8 | 739 |
| Value | Count | Frequency (%) |
| 5228.1 | 3166 | |
| 5195.8 | 739 | 9.0% |
| 5191 | 1549 | |
| 5176.3 | 1 | < 0.1% |
| 5099.1 | 1800 | |
| 5076.2 | 318 | 3.9% |
| 5023.5 | 28 | 0.3% |
| 5017.5 | 203 | 2.5% |
| 5008.7 | 122 | 1.5% |
| 4991.6 | 164 | 2.0% |
pmonths
Real number (ℝ)
HIGH CORRELATION
| Distinct | 23 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 960.68744 |
| Minimum | 0 |
|---|---|
| Maximum | 999 |
| Zeros | 3 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 64.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 999 |
| Q1 | 999 |
| median | 999 |
| Q3 | 999 |
| 95-th percentile | 999 |
| Maximum | 999 |
| Range | 999 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 191.84101 |
|---|---|
| Coefficient of variation (CV) | 0.19969139 |
| Kurtosis | 21.123058 |
| Mean | 960.68744 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -4.8081107 |
| Sum | 7914143.1 |
| Variance | 36802.974 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 999 | 7922 | |
| 0.2 | 90 | 1.1% |
| 0.1 | 86 | 1.0% |
| 0.1333333333 | 25 | 0.3% |
| 0.3 | 17 | 0.2% |
| 0.2333333333 | 16 | 0.2% |
| 0.06666666667 | 13 | 0.2% |
| 0.4 | 12 | 0.1% |
| 0.3333333333 | 8 | 0.1% |
| 0.1666666667 | 7 | 0.1% |
| Other values (13) | 42 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 3 | < 0.1% |
| 0.03333333333 | 4 | < 0.1% |
| 0.06666666667 | 13 | 0.2% |
| 0.1 | 86 | |
| 0.1333333333 | 25 | 0.3% |
| 0.1666666667 | 7 | 0.1% |
| 0.2 | 90 | |
| 0.2333333333 | 16 | 0.2% |
| 0.2666666667 | 3 | < 0.1% |
| 0.3 | 17 | 0.2% |
| Value | Count | Frequency (%) |
| 999 | 7922 | |
| 0.8333333333 | 1 | < 0.1% |
| 0.7333333333 | 1 | < 0.1% |
| 0.7 | 1 | < 0.1% |
| 0.6333333333 | 1 | < 0.1% |
| 0.5666666667 | 2 | < 0.1% |
| 0.5333333333 | 4 | < 0.1% |
| 0.5 | 5 | 0.1% |
| 0.4666666667 | 6 | 0.1% |
| 0.4333333333 | 6 | 0.1% |
pastEmail
Real number (ℝ)
HIGH CORRELATION ZEROS
| Distinct | 17 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.36550134 |
| Minimum | 0 |
|---|---|
| Maximum | 25 |
| Zeros | 7219 |
| Zeros (%) | 87.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 64.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 3 |
| Maximum | 25 |
| Range | 25 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.2941007 |
|---|---|
| Coefficient of variation (CV) | 3.5406182 |
| Kurtosis | 55.498133 |
| Mean | 0.36550134 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 6.0550466 |
| Sum | 3011 |
| Variance | 1.6746965 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) |
| 0 | 7219 | |
| 2 | 322 | 3.9% |
| 1 | 251 | 3.0% |
| 3 | 180 | 2.2% |
| 4 | 125 | 1.5% |
| 6 | 43 | 0.5% |
| 5 | 38 | 0.5% |
| 8 | 22 | 0.3% |
| 12 | 12 | 0.1% |
| 9 | 8 | 0.1% |
| Other values (7) | 18 | 0.2% |
| Value | Count | Frequency (%) |
| 0 | 7219 | |
| 1 | 251 | 3.0% |
| 2 | 322 | 3.9% |
| 3 | 180 | 2.2% |
| 4 | 125 | 1.5% |
| 5 | 38 | 0.5% |
| 6 | 43 | 0.5% |
| 7 | 2 | < 0.1% |
| 8 | 22 | 0.3% |
| 9 | 8 | 0.1% |
| Value | Count | Frequency (%) |
| 25 | 1 | < 0.1% |
| 18 | 2 | < 0.1% |
| 16 | 2 | < 0.1% |
| 15 | 3 | < 0.1% |
| 14 | 1 | < 0.1% |
| 12 | 12 | |
| 10 | 7 | 0.1% |
| 9 | 8 | 0.1% |
| 8 | 22 | |
| 7 | 2 | < 0.1% |
responded
Boolean
HIGH CORRELATION
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Memory size | 16.2 KiB |
| False | |
|---|---|
| True | |
| (Missing) | 2 |
| Value | Count | Frequency (%) |
| False | 7310 | |
| True | 928 | 11.3% |
| (Missing) | 2 | < 0.1% |
profit
Real number (ℝ)
HIGH CORRELATION MISSING SKEWED
| Distinct | 380 |
|---|---|
| Distinct (%) | 40.9% |
| Missing | 7310 |
| Missing (%) | 88.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 77.709677 |
| Minimum | -87622.112 |
|---|---|
| Maximum | 515 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 76 |
| Negative (%) | 0.9% |
| Memory size | 64.5 KiB |
Quantile statistics
| Minimum | -87622.112 |
|---|---|
| 5-th percentile | -30.55 |
| Q1 | 124 |
| median | 170 |
| Q3 | 213 |
| 95-th percentile | 443.55 |
| Maximum | 515 |
| Range | 88137.112 |
| Interquartile range (IQR) | 89 |
Descriptive statistics
| Standard deviation | 2881.7685 |
|---|---|
| Coefficient of variation (CV) | 37.083779 |
| Kurtosis | 926.27267 |
| Mean | 77.709677 |
| Median Absolute Deviation (MAD) | 45 |
| Skewness | -30.404267 |
| Sum | 72270 |
| Variance | 8304589.7 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 178 | 12 | 0.1% |
| 162 | 10 | 0.1% |
| 151 | 10 | 0.1% |
| 160 | 10 | 0.1% |
| 163 | 10 | 0.1% |
| 176 | 9 | 0.1% |
| 171 | 9 | 0.1% |
| 185 | 8 | 0.1% |
| 168 | 8 | 0.1% |
| 124 | 8 | 0.1% |
| Other values (370) | 836 | 10.1% |
| (Missing) | 7310 |
| Value | Count | Frequency (%) |
| -87622.11207 | 1 | |
| -276 | 1 | |
| -224 | 1 | |
| -205 | 1 | |
| -202 | 1 | |
| -187 | 1 | |
| -180 | 1 | |
| -177 | 2 | |
| -174 | 1 | |
| -173 | 1 |
| Value | Count | Frequency (%) |
| 515 | 1 | |
| 509 | 1 | |
| 507 | 1 | |
| 501 | 1 | |
| 500 | 1 | |
| 499 | 1 | |
| 497 | 1 | |
| 496 | 2 | |
| 495 | 1 | |
| 494 | 1 |
id
Real number (ℝ)
HIGH CORRELATION UNIFORM
| Distinct | 8238 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4119.5 |
| Minimum | 1 |
|---|---|
| Maximum | 8238 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 64.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 412.85 |
| Q1 | 2060.25 |
| median | 4119.5 |
| Q3 | 6178.75 |
| 95-th percentile | 7826.15 |
| Maximum | 8238 |
| Range | 8237 |
| Interquartile range (IQR) | 4118.5 |
Descriptive statistics
| Standard deviation | 2378.2501 |
|---|---|
| Coefficient of variation (CV) | 0.57731523 |
| Kurtosis | -1.2 |
| Mean | 4119.5 |
| Median Absolute Deviation (MAD) | 2059.5 |
| Skewness | 0 |
| Sum | 33936441 |
| Variance | 5656073.5 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5536 | 1 | < 0.1% |
| 5502 | 1 | < 0.1% |
| 5501 | 1 | < 0.1% |
| 5500 | 1 | < 0.1% |
| 5499 | 1 | < 0.1% |
| 5498 | 1 | < 0.1% |
| 5497 | 1 | < 0.1% |
| 5496 | 1 | < 0.1% |
| 5495 | 1 | < 0.1% |
| 5494 | 1 | < 0.1% |
| Other values (8228) | 8228 | |
| (Missing) | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 8238 | 1 | |
| 8237 | 1 | |
| 8236 | 1 | |
| 8235 | 1 | |
| 8234 | 1 | |
| 8233 | 1 | |
| 8232 | 1 | |
| 8231 | 1 | |
| 8230 | 1 | |
| 8229 | 1 |
| campaign | cons.conf.idx | cons.price.idx | contact | custAge | day_of_week | default | emp.var.rate | euribor3m | housing | id | loan | marital | month | nr.employed | pastEmail | pdays | pmonths | poutcome | previous | profession | profit | responded | schooling | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| campaign | 1.000 | -0.012 | 0.101 | 0.085 | -0.001 | 0.005 | 0.000 | 0.150 | 0.127 | 0.000 | -0.041 | 0.000 | 0.000 | 0.045 | 0.137 | -0.065 | 0.039 | 0.039 | 0.041 | -0.073 | 0.013 | -0.056 | 0.051 | 0.018 |
| cons.conf.idx | -0.012 | 1.000 | 0.269 | 0.416 | 0.122 | 0.044 | 0.126 | 0.268 | 0.272 | 0.034 | -0.002 | 0.000 | 0.056 | 0.597 | 0.172 | -0.140 | -0.072 | -0.072 | 0.366 | -0.136 | 0.104 | 0.067 | 0.370 | 0.065 |
| cons.price.idx | 0.101 | 0.269 | 1.000 | 0.680 | 0.058 | 0.049 | 0.143 | 0.670 | 0.490 | 0.065 | -0.062 | 0.011 | 0.064 | 0.676 | 0.460 | -0.262 | 0.052 | 0.052 | 0.394 | -0.275 | 0.126 | -0.084 | 0.323 | 0.097 |
| contact | 0.085 | 0.416 | 0.680 | 1.000 | 0.032 | 0.054 | 0.124 | 0.241 | 0.154 | 0.073 | -0.065 | 0.000 | 0.047 | 0.602 | 0.119 | -0.222 | 0.118 | 0.118 | 0.240 | -0.240 | 0.123 | -0.111 | 0.144 | 0.116 |
| custAge | -0.001 | 0.122 | 0.058 | 0.032 | 1.000 | 0.024 | 0.141 | 0.046 | 0.056 | 0.000 | -0.017 | 0.000 | 0.267 | 0.109 | 0.040 | -0.009 | -0.008 | -0.008 | 0.125 | -0.002 | 0.241 | 0.219 | 0.177 | 0.126 |
| day_of_week | 0.005 | 0.044 | 0.049 | 0.054 | 0.024 | 1.000 | 0.000 | 0.019 | 0.019 | 0.020 | -0.012 | 0.012 | 0.007 | 0.065 | 0.016 | -0.003 | 0.004 | 0.004 | 0.007 | -0.004 | 0.019 | 0.054 | 0.022 | 0.029 |
| default | 0.000 | 0.126 | 0.143 | 0.124 | 0.141 | 0.000 | 1.000 | 0.164 | 0.157 | 0.006 | -0.054 | 0.000 | 0.091 | 0.101 | 0.147 | -0.092 | 0.077 | 0.077 | 0.077 | -0.103 | 0.143 | -0.446 | 0.091 | 0.146 |
| emp.var.rate | 0.150 | 0.268 | 0.670 | 0.241 | 0.046 | 0.019 | 0.164 | 1.000 | 0.938 | 0.043 | -0.150 | 0.008 | 0.056 | 0.661 | 0.941 | -0.399 | 0.229 | 0.229 | 0.388 | -0.434 | 0.126 | -0.135 | 0.343 | 0.069 |
| euribor3m | 0.127 | 0.272 | 0.490 | 0.154 | 0.056 | 0.019 | 0.157 | 0.938 | 1.000 | 0.039 | -0.163 | 0.009 | 0.058 | 0.650 | 0.930 | -0.420 | 0.286 | 0.286 | 0.424 | -0.462 | 0.142 | -0.171 | 0.394 | 0.072 |
| housing | 0.000 | 0.034 | 0.065 | 0.073 | 0.000 | 0.020 | 0.006 | 0.043 | 0.039 | 1.000 | -0.001 | 0.708 | 0.017 | 0.048 | -0.026 | 0.020 | 0.000 | 0.000 | 0.012 | 0.017 | 0.000 | 0.011 | 0.006 | 0.000 |
| id | -0.041 | -0.002 | -0.062 | -0.065 | -0.017 | -0.012 | -0.054 | -0.150 | -0.163 | -0.001 | 1.000 | 0.000 | 0.026 | 0.091 | -0.170 | 0.095 | -0.189 | -0.189 | 0.229 | 0.115 | 0.044 | -0.058 | 0.943 | 0.014 |
| loan | 0.000 | 0.000 | 0.011 | 0.000 | 0.000 | 0.012 | 0.000 | 0.008 | 0.009 | 0.708 | 0.000 | 1.000 | 0.014 | 0.000 | 0.014 | -0.004 | -0.010 | -0.010 | 0.007 | -0.006 | 0.006 | 0.532 | 0.009 | 0.012 |
| marital | 0.000 | 0.056 | 0.064 | 0.047 | 0.267 | 0.007 | 0.091 | 0.056 | 0.058 | 0.017 | 0.026 | 0.014 | 1.000 | 0.038 | -0.061 | 0.016 | -0.034 | -0.034 | 0.024 | 0.016 | 0.182 | -0.099 | 0.050 | 0.116 |
| month | 0.045 | 0.597 | 0.676 | 0.602 | 0.109 | 0.065 | 0.101 | 0.661 | 0.650 | 0.048 | 0.091 | 0.000 | 0.038 | 1.000 | -0.359 | 0.130 | -0.061 | -0.061 | 0.251 | 0.146 | 0.107 | 0.012 | 0.290 | 0.096 |
| nr.employed | 0.137 | 0.172 | 0.460 | 0.119 | 0.040 | 0.016 | 0.147 | 0.941 | 0.930 | -0.026 | -0.170 | 0.014 | -0.061 | -0.359 | 1.000 | -0.400 | 0.297 | 0.297 | 0.412 | -0.440 | 0.127 | -0.174 | 0.404 | 0.070 |
| pastEmail | -0.065 | -0.140 | -0.262 | -0.222 | -0.009 | -0.003 | -0.092 | -0.399 | -0.420 | 0.020 | 0.095 | -0.004 | 0.016 | 0.130 | -0.400 | 1.000 | -0.466 | -0.466 | 0.436 | 0.917 | 0.048 | 0.096 | 0.147 | 0.031 |
| pdays | 0.039 | -0.072 | 0.052 | 0.118 | -0.008 | 0.004 | 0.077 | 0.229 | 0.286 | 0.000 | -0.189 | -0.010 | -0.034 | -0.061 | 0.297 | -0.466 | 1.000 | 1.000 | 0.946 | -0.509 | 0.141 | -0.105 | 0.337 | 0.044 |
| pmonths | 0.039 | -0.072 | 0.052 | 0.118 | -0.008 | 0.004 | 0.077 | 0.229 | 0.286 | 0.000 | -0.189 | -0.010 | -0.034 | -0.061 | 0.297 | -0.466 | 1.000 | 1.000 | 0.946 | -0.509 | 0.141 | -0.105 | 0.337 | 0.044 |
| poutcome | 0.041 | 0.366 | 0.394 | 0.240 | 0.125 | 0.007 | 0.077 | 0.388 | 0.424 | 0.012 | 0.229 | 0.007 | 0.024 | 0.251 | 0.412 | 0.436 | 0.946 | 0.946 | 1.000 | -0.503 | 0.106 | 0.038 | 0.332 | 0.042 |
| previous | -0.073 | -0.136 | -0.275 | -0.240 | -0.002 | -0.004 | -0.103 | -0.434 | -0.462 | 0.017 | 0.115 | -0.006 | 0.016 | 0.146 | -0.440 | 0.917 | -0.509 | -0.509 | -0.503 | 1.000 | 0.060 | 0.100 | 0.223 | 0.024 |
| profession | 0.013 | 0.104 | 0.126 | 0.123 | 0.241 | 0.019 | 0.143 | 0.126 | 0.142 | 0.000 | 0.044 | 0.006 | 0.182 | 0.107 | 0.127 | 0.048 | 0.141 | 0.141 | 0.106 | 0.060 | 1.000 | 0.091 | 0.146 | 0.362 |
| profit | -0.056 | 0.067 | -0.084 | -0.111 | 0.219 | 0.054 | -0.446 | -0.135 | -0.171 | 0.011 | -0.058 | 0.532 | -0.099 | 0.012 | -0.174 | 0.096 | -0.105 | -0.105 | 0.038 | 0.100 | 0.091 | 1.000 | 1.000 | 1.000 |
| responded | 0.051 | 0.370 | 0.323 | 0.144 | 0.177 | 0.022 | 0.091 | 0.343 | 0.394 | 0.006 | 0.943 | 0.009 | 0.050 | 0.290 | 0.404 | 0.147 | 0.337 | 0.337 | 0.332 | 0.223 | 0.146 | 1.000 | 1.000 | 0.060 |
| schooling | 0.018 | 0.065 | 0.097 | 0.116 | 0.126 | 0.029 | 0.146 | 0.069 | 0.072 | 0.000 | 0.014 | 0.012 | 0.116 | 0.096 | 0.070 | 0.031 | 0.044 | 0.044 | 0.042 | 0.024 | 0.362 | 1.000 | 0.060 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
| custAge | profession | marital | schooling | default | housing | loan | contact | month | day_of_week | campaign | pdays | previous | poutcome | emp.var.rate | cons.price.idx | cons.conf.idx | euribor3m | nr.employed | pmonths | pastEmail | responded | profit | id | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 34.0 | admin. | single | university.degree | no | no | yes | cellular | apr | wed | 2.0 | 999.0 | 0.0 | nonexistent | -1.8 | 93.075 | -47.1 | 1.498 | 5099.1 | 999.0 | 0.0 | no | NaN | 1.0 |
| 1 | 31.0 | services | single | high.school | no | no | no | cellular | jul | thu | 35.0 | 999.0 | 0.0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.968 | 5228.1 | 999.0 | 0.0 | no | NaN | 2.0 |
| 2 | NaN | admin. | single | high.school | no | no | no | telephone | jun | NaN | 1.0 | 999.0 | 0.0 | nonexistent | 1.4 | 94.465 | -41.8 | 4.961 | 5228.1 | 999.0 | 0.0 | no | NaN | 3.0 |
| 3 | 52.0 | admin. | divorced | university.degree | unknown | yes | no | cellular | jul | tue | 2.0 | 999.0 | 0.0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.962 | 5228.1 | 999.0 | 0.0 | no | NaN | 4.0 |
| 4 | 39.0 | blue-collar | single | NaN | unknown | yes | no | cellular | jul | tue | 6.0 | 999.0 | 0.0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.961 | 5228.1 | 999.0 | 0.0 | no | NaN | 5.0 |
| 5 | 40.0 | entrepreneur | married | NaN | no | yes | no | telephone | jun | thu | 3.0 | 999.0 | 0.0 | nonexistent | 1.4 | 94.465 | -41.8 | 4.866 | 5228.1 | 999.0 | 0.0 | no | NaN | 6.0 |
| 6 | 50.0 | technician | single | NaN | no | no | no | cellular | jul | tue | 3.0 | 999.0 | 0.0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.961 | 5228.1 | 999.0 | 0.0 | no | NaN | 7.0 |
| 7 | 41.0 | technician | married | professional.course | no | no | no | cellular | oct | thu | 2.0 | 999.0 | 0.0 | nonexistent | -3.4 | 92.431 | -26.9 | 0.741 | 5017.5 | 999.0 | 0.0 | no | NaN | 8.0 |
| 8 | 23.0 | blue-collar | single | basic.4y | no | yes | no | telephone | jun | fri | 10.0 | 999.0 | 0.0 | nonexistent | 1.4 | 94.465 | -41.8 | 4.959 | 5228.1 | 999.0 | 0.0 | no | NaN | 9.0 |
| 9 | 29.0 | technician | married | professional.course | no | yes | no | cellular | aug | mon | 3.0 | 999.0 | 0.0 | nonexistent | 1.4 | 93.444 | -36.1 | 4.965 | 5228.1 | 999.0 | 0.0 | no | NaN | 10.0 |
| custAge | profession | marital | schooling | default | housing | loan | contact | month | day_of_week | campaign | pdays | previous | poutcome | emp.var.rate | cons.price.idx | cons.conf.idx | euribor3m | nr.employed | pmonths | pastEmail | responded | profit | id | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 8230 | 28.0 | admin. | married | university.degree | no | no | no | cellular | apr | thu | 1.0 | 2.0 | 2.0 | success | -1.8 | 93.075 | -47.1 | 1.365 | 5099.1 | 0.066667 | 0.0 | yes | 193.000000 | 8231.0 |
| 8231 | 34.0 | admin. | single | university.degree | no | yes | no | cellular | aug | wed | 1.0 | 999.0 | 0.0 | nonexistent | 1.4 | 93.444 | -36.1 | 4.965 | 5228.1 | 999.000000 | 0.0 | yes | 176.000000 | 8232.0 |
| 8232 | 52.0 | services | married | high.school | unknown | yes | no | cellular | jul | fri | 3.0 | 999.0 | 0.0 | nonexistent | 1.4 | 93.918 | -42.7 | 4.962 | 5228.1 | 999.000000 | 0.0 | yes | -15.000000 | 8233.0 |
| 8233 | 55.0 | retired | married | high.school | no | yes | no | cellular | oct | thu | 2.0 | 7.0 | 1.0 | success | -3.4 | 92.431 | -26.9 | 0.722 | 5017.5 | 0.233333 | 0.0 | yes | 203.000000 | 8234.0 |
| 8234 | 41.0 | admin. | divorced | high.school | no | no | no | telephone | jun | mon | 11.0 | 999.0 | 0.0 | nonexistent | 1.4 | 94.465 | -41.8 | 4.960 | 5228.1 | 999.000000 | 0.0 | yes | 188.000000 | 8235.0 |
| 8235 | 32.0 | self-employed | single | university.degree | no | no | no | cellular | apr | thu | 1.0 | 999.0 | 0.0 | nonexistent | -1.8 | 93.075 | -47.1 | 1.435 | 5099.1 | 999.000000 | 0.0 | yes | 208.000000 | 8236.0 |
| 8236 | NaN | housemaid | married | university.degree | no | no | no | cellular | jun | tue | 1.0 | 999.0 | 0.0 | nonexistent | -2.9 | 92.963 | -40.8 | 1.099 | 5076.2 | 999.000000 | 0.0 | yes | 129.000000 | 8237.0 |
| 8237 | 85.0 | housemaid | married | NaN | unknown | yes | no | cellular | apr | tue | 1.0 | 999.0 | 1.0 | failure | -1.8 | 93.749 | -34.6 | 0.642 | 5008.7 | 999.000000 | 1.0 | yes | 33.000000 | 8238.0 |
| 8238 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 172.112069 | NaN |
| 8239 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | -87622.112070 | NaN |